A new method was developed to make a computer program that sorts text into categories work better. The method adds extra information to the program's output to help it make more accurate decisions. By adjusting the program's output in a smart way, the new method improved the accuracy of sorting text into categories compared to the old method. This new method was tested on different sets of text data and consistently performed better in terms of accuracy and overall effectiveness.